{"id":"W1999090836","doi":"10.1002/rra.1133","title":"Changes in riparian habitats along five major tributaries of the saint Lawrence river, QuÉbec, Canada: 1964–1997","year":2008,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Riparian zone; Tributary; Vegetation (pathology); Fluvial; Natural (archaeology); Erosion; Environmental science; Hydrology (agriculture); Habitat; Physical geography; Geography; Ecology; Geology; Archaeology; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001701755,0.0000657861,0.0001037538,0.00001429852,0.0004624167,0.000009263504,0.0002585576,0.00003847931,0.00004771884],"category_scores_gemma":[0.00002555288,0.00002540621,0.00002203556,0.0004427368,0.000603613,0.00002673417,0.00006546696,0.0001551675,0.000003589701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006914276,"about_ca_system_score_gemma":0.000151525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8772517,"about_ca_topic_score_gemma":0.9881268,"domain_scores_codex":[0.9990709,0.00005630245,0.000122591,0.0001901363,0.0003264981,0.0002336049],"domain_scores_gemma":[0.999459,0.0002365575,0.00003053419,0.00007889978,0.00009779616,0.00009716769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007372122,0.0004005529,0.9258881,0.00002604469,0.00002239324,0.00001369658,0.001736919,0.000005488636,0.02192435,0.008444139,0.01150623,0.02995838],"study_design_scores_gemma":[0.0001449261,0.00005208809,0.912879,0.00001317005,0.000002151643,0.000002658569,0.0003661555,0.00001428907,0.001837469,0.0004901361,0.08413775,0.00006022774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885521,0.0003210183,0.000001913508,0.01040234,0.00001178029,0.0003929597,0.0001742233,0.000006787306,0.0001368796],"genre_scores_gemma":[0.9987921,0.0002927014,0.00002023052,0.0001369925,0.00003501222,0.0001346215,0.0000322071,5.749743e-7,0.0005556145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.110875,"threshold_uncertainty_score":0.3556582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05112753465384474,"score_gpt":0.2638034182652267,"score_spread":0.212675883611382,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}